返回到 Regression Analysis with Yellowbrick
學生對 Coursera Project Network 提供的 Regression Analysis with Yellowbrick 的評價和反饋
78 個評分
課程概述
Welcome to this project-based course on Regression Analysis with Yellowbrick. In this project, we will build a machine learning model to predict the compressive strength of high performance concrete (HPC). Although, we will use linear regression, the emphasis of this project will be on using visualization techniques to steer our machine learning workflow. Visualization plays a crucial role throughout the analytical process. It is indispensable for any effective analysis, model selection, and evaluation. This project will make use of a diagnostic platform called Yellowbrick. It allows data scientists and machine learning practitioners to visualize the entire model selection process to steer towards better, more explainable models.Yellowbrick hosts several datasets from the UCI Machine Learning Repository. We’ll be working with the concrete dataset that is well suited for regression tasks. The dataset contains 1030 instances and 8 real valued attributes with a continuous target.
We we will cover the following topics in our machine learning workflow: exploratory data analysis (EDA), feature and target analysis, regression modelling, cross-validation, model evaluation, and hyperparamter tuning.
This course runs on Coursera's hands-on project platform called Rhyme. On Rhyme, you do projects in a hands-on manner in your browser. You will get instant access to pre-configured cloud desktops containing all of the software and data you need for the project. Everything is already set up directly in your internet browser so you can just focus on learning. For this project, you’ll get instant access to a cloud desktop with Python, Jupyter, Yellowbrick, and scikit-learn pre-installed.
Notes:
- You will be able to access the cloud desktop 5 times. However, you will be able to access instructions videos as many times as you want.
- This course works best for learners who are based in the North America region. We’re currently working on providing the same experience in other regions.
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1 - Regression Analysis with Yellowbrick 的 16 個評論（共 16 個）
創建者 Raul G
•2020年6月25日
創建者 Lorenço
•2020年7月11日
創建者 Saurabh K
•2020年5月12日
創建者 Manish W
•2020年5月2日
創建者 Chanreaksa C
•2020年9月14日
創建者 Rajkumar R
•2020年10月23日
創建者 Arnab S
•2020年9月8日
創建者 Dr. P R
•2020年5月15日
創建者 Jack C
•2020年6月3日
創建者 SHRUTI S
•2020年5月14日
創建者 Dr. J R P
•2020年5月7日
創建者 p s
•2020年6月24日
創建者 Vajinepalli s s
•2020年6月20日
創建者 THAKOR R R
•2020年5月22日
創建者 tf
•2021年7月5日
創建者 Ammar S
•2020年7月13日
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